Technical details
library(GeoPressureR)
library(leaflet)
library(leaflet.extras)
library(raster)
library(dplyr)
library(ggplot2)
library(kableExtra)
library(plotly)
library(GeoLocTools)
setupGeolocation()
knitr::opts_chunk$set(echo = FALSE)
load(paste0("../data/1_pressure/", params$gdl_id, "_pressure_prob.Rdata"))
load(paste0("../data/2_light/", params$gdl_id, "_light_prob.Rdata"))
load(paste0("../data/3_static/", params$gdl_id, "_static_prob.Rdata"))
load(paste0("../data/4_basic_graph/", params$gdl_id, "_basic_graph.Rdata"))
load(paste0("../data/5_wind_graph/", params$gdl_id, "_wind_graph.Rdata"))
col <- rep(RColorBrewer::brewer.pal(8, "Dark2"), times = ceiling(max(pam$sta$sta_id) / 8))
All the results produced here are generated with (1) the raw geolocator data, (2) the labeled files of pressure and light and (3) the parameters listed below.
kable(gpr) %>% scroll_box(width = "100%")
| gdl_id | keep | crop_start | crop_end | thr_dur | extent_N | extent_W | extent_S | extent_E | map_scale | map_max_sample | map_margin | prob_map_s | prob_map_s_calib | prob_map_thr | shift_k | kernel_adjust | calib_lon | calib_lat | calib_1_start | calib_1_end | calib_2_start | calib_2_end | calib_2_lon | calib_2_lat | prob_light_w | thr_prob_percentile | thr_gs | thr_as | RingNo | scientific_name | common_name | mass | wing_span | Color | sta_id_winter |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26HS | 9 | 2020-07-07 | 2021-06-23 | 0 | 51 | -18 | 5 | 16 | 4 | 300 | 30 | 1 | 1.3 | 0.9 | 0 | 1.4 | 8.711702 | 46.55361 | 2020-07-07 | 2020-09-17 | 2021-05-13 | 2021-06-23 | NA | NA | 0.09 | 0.95 | 120 | 100 | N643031 | Oenanthe oenanthe | Northern wheatear | NA | NA | #00CC96 | 17 |
The labeling of pressure data is illustrated with this figure. The black dots indicates the pressure datapoint not considered in the matching. Each stationary period is illustrated by a different colored line.
pressure_na <- pam$pressure %>%
mutate(obs = ifelse(isoutlier | sta_id == 0, NA, obs))
p <- ggplot() +
geom_line(data = pam$pressure, aes(x = date, y = obs), colour = "grey") +
# geom_point(data = subset(pam$pressure, isoutlier), aes(x = date, y = obs), colour = "black") +
# geom_line(data = pressure_na, aes(x = date, y = obs, color = factor(sta_id)), size = 0.5) +
geom_line(data = do.call("rbind", shortest_path_timeserie) %>% filter(sta_id > 0), aes(x = date, y = pressure0, col = factor(sta_id))) +
theme_bw() +
scale_colour_manual(values = col) +
scale_y_continuous(name = "Pressure(hPa)")
ggplotly(p, dynamicTicks = T) %>% layout(showlegend = F)
pressure_ts_bind <- do.call("rbind", shortest_path_timeserie) %>%
filter(!is.na(sta_id))
pam$pressure %>%
left_join(pressure_ts_bind %>% dplyr::select(c("date", "pressure0")), by = "date") %>%
mutate(diff = ifelse(is.na(pressure0), 0, obs - pressure0)) %>%
filter(sta_id > 0 & !isoutlier) %>%
group_by(sta_id) %>%
mutate(sta_id = paste0(sta_id, " (SD=", round(sd(diff), 2), " ; N=", n(), ")")) %>%
ggplot(aes(x = diff)) +
geom_histogram(aes(y = (..count..) / tapply(..count.., ..PANEL.., sum)[..PANEL..]), binwidth = .2) +
facet_wrap(~sta_id) +
scale_x_continuous(name = "Pressure Geolocator - best match ERA5 (hPa)") +
scale_y_continuous(name = "Normalized histogram")
raw_geolight <- pam$light %>%
transmute(
Date = date,
Light = obs
)
lightImage(tagdata = raw_geolight, offset = 0)
tsimagePoints(twl$twilight,
offset = 0, pch = 16, cex = 1.2,
col = ifelse(twl$deleted, "grey20", ifelse(twl$rise, "firebrick", "cornflowerblue"))
)
abline(v = gpr$calib_2_start, lty = 1, col = "firebrick", lwd = 1.5)
abline(v = gpr$calib_1_start, lty = 1, col = "firebrick", lwd = 1.5)
abline(v = gpr$calib_2_end, lty = 2, col = "firebrick", lwd = 1.5)
abline(v = gpr$calib_1_end, lty = 2, col = "firebrick", lwd = 1.5)
The probability map resulting from light data alone can be seen below.
li_s <- list()
l <- leaflet(width = "100%") %>%
addProviderTiles(providers$Stamen.TerrainBackground) %>%
addFullscreenControl()
for (i_r in seq_len(length(light_prob))) {
i_s <- metadata(light_prob[[i_r]])$sta_id
info <- pam$sta[pam$sta$sta_id == i_s, ]
info_str <- paste0(i_s, " | ", info$start, "->", info$end)
li_s <- append(li_s, info_str)
l <- l %>% addRasterImage(light_prob[[i_r]], opacity = 0.8, colors = "OrRd", group = info_str)
}
l %>%
addCircles(lng = gpr$calib_lon, lat = gpr$calib_lat, color = "black", opacity = 1) %>%
addLayersControl(
overlayGroups = li_s,
options = layersControlOptions(collapsed = FALSE)
) %>%
hideGroup(tail(li_s, length(li_s) - 1))
We can compare light and pressure location at long stationary stopover (>5 days). By assuming the best match of the pressure to be the truth, we can plot the histogram of the zenith angle and compare to the fit of kernel density at the calibration site.
raw_geolight <- pam$light %>%
transmute(
Date = date,
Light = obs
)
dur <- unlist(lapply(pressure_prob, function(x) difftime(metadata(x)$temporal_extent[2],metadata(x)$temporal_extent[1], units = "days" )))
long_id <- which(dur>5)
par(mfrow = c(2, 3))
for (i_s in long_id){
twl_fl <- twl %>%
filter(!deleted) %>%
filter(twilight>shortest_path_timeserie[[i_s]]$date[1] & twilight<tail(shortest_path_timeserie[[i_s]]$date,1))
sun <- solar(twl_fl$twilight)
z_i <- refracted(zenith(sun, shortest_path_timeserie[[i_s]]$lon[1], shortest_path_timeserie[[i_s]]$lat[1]))
hist(z_i, freq = F, main = paste0("sta_id=",i_s, " | ",nrow(twl_fl),"twls"))
lines(fit_z, col = "red")
xlab("Zenith angle")
}
Similarly, we can plot the line of sunrise/sunset at the best match of pressure (yellow line) and compare to the raw and labeled light data.
lightImage(
tagdata = raw_geolight,
offset = gpr$shift_k / 60 / 60
)
tsimagePoints(twl$twilight,
offset = gpr$shift_k / 60 / 60, pch = 16, cex = 1.2,
col = ifelse(twl$deleted, "grey20", ifelse(twl$rise, "firebrick", "cornflowerblue"))
)
for (ts in shortest_path_timeserie){
twl_fl <- twl %>%
filter(twilight>ts$date[1] & twilight<tail(ts$date,1))
if (nrow(twl_fl)>0){
tsimageDeploymentLines(twl_fl$twilight,
lon = ts$lon[1], ts$lat[1],
offset = gpr$shift_k / 60 / 60, lwd = 3,col = adjustcolor("orange", alpha.f = 0.5))
}
}
| …1 | sta_id_s | sta_id_t | flight_duration | as_m | as_s | gs_m | gs_s | ws_m | ws_s | dist_m | dist_s | ws_m_support | ws_m_drift | start_flight | end_flight | sunrise | sunset | as_sp | gs_sp | ws_sp | dist_sp | ws_sp_support | ws_sp_drift | alt_min | alt_max | alt_mean | alt_med | alt_sumdabsdiff | alt_sumposdiff | gdl_id |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1 | 2 | 5.0 | 30.68453 | 13.057935 | 34.27395 | 16.489093 | 9.773649 | 3.9684847 | 171.36977 | 82.44547 | 4.7950044 | 8.516581 | 2020-09-16 18:00:00 | 2020-09-16 23:00:00 | 2020-09-17 04:43:48 | 2020-09-16 18:04:51 | 40.475859 | 50.235248 | 9.7759244 | 251.17624 | 9.7626044 | 0.5101507 | 2145.36853 | 3675.8771 | 2878.5442 | 2930.5410 | 3490.70038 | 2186.46459 | 26HS |
| 2 | 2 | 3 | 9.5 | 50.93235 | 14.697238 | 45.94727 | 13.716450 | 21.291360 | 3.2780803 | 436.49903 | 130.30628 | -0.3224493 | 21.288919 | 2020-09-23 18:00:00 | 2020-09-24 03:30:00 | 2020-09-24 04:47:23 | 2020-09-23 17:55:34 | 37.655174 | 31.912997 | 24.0638840 | 303.17347 | 2.8138656 | 23.8988007 | 182.42052 | 4156.9358 | 2158.0049 | 1979.0038 | 10619.47043 | 4018.23933 | 26HS |
| 3 | 3 | 4 | 0.5 | 33.47795 | 17.753396 | 26.88436 | 24.556953 | 17.036418 | 8.9409271 | 13.44218 | 12.27848 | -2.0042238 | 16.918116 | 2020-09-24 18:30:00 | 2020-09-24 19:00:00 | 2020-09-25 04:48:28 | 2020-09-24 17:46:36 | 30.557938 | 0.000000 | 30.5579381 | 0.00000 | NA | NA | 161.53503 | 701.1886 | 431.3618 | 431.3618 | 539.65361 | 0.00000 | 26HS |
| 4 | 4 | 5 | 2.5 | 37.61044 | 11.982804 | 31.08804 | 27.255077 | 40.104694 | 9.5319156 | 77.72011 | 68.13769 | 18.6616376 | 35.498307 | 2020-09-26 18:00:00 | 2020-09-26 20:30:00 | 2020-09-27 04:48:45 | 2020-09-26 17:43:05 | 28.361540 | 27.732780 | 46.8426302 | 69.33195 | 38.9243727 | 26.0600310 | 173.99063 | 1655.7513 | 856.7018 | 828.1485 | 2938.99780 | 1481.76063 | 26HS |
| 5 | 5 | 6 | 3.5 | 37.32223 | 12.080094 | 32.74864 | 16.944841 | 25.657295 | 6.2779527 | 114.62023 | 59.30694 | 5.1577912 | 25.133523 | 2020-09-27 18:00:00 | 2020-09-27 21:30:00 | 2020-09-28 04:50:00 | 2020-09-27 17:39:13 | 36.306794 | 31.730380 | 31.2195965 | 111.05633 | 10.4520798 | 29.4179746 | 52.06013 | 883.7063 | 432.9185 | 357.4654 | 2473.09579 | 1330.52256 | 26HS |
| 6 | 6 | 7 | 2.0 | 32.79936 | 15.873912 | 29.61778 | 17.650908 | 27.398114 | 7.2092817 | 59.23556 | 35.30182 | 9.3199336 | 25.764229 | 2020-09-28 19:30:00 | 2020-09-28 21:30:00 | 2020-09-29 04:50:05 | 2020-09-28 17:37:18 | 26.723365 | 29.720904 | 18.0493557 | 59.44181 | 8.3270203 | 16.0137433 | 248.62151 | 657.9249 | 477.8610 | 547.5233 | 861.70503 | 591.49222 | 26HS |
| 7 | 7 | 8 | 3.5 | 27.73450 | 15.820647 | 28.36423 | 15.424889 | 8.670571 | 2.7852397 | 99.27480 | 53.98711 | 1.9479751 | 8.448916 | 2020-09-29 18:00:00 | 2020-09-29 21:30:00 | 2020-09-30 04:54:09 | 2020-09-29 17:34:35 | 28.874010 | 30.055443 | 8.0760419 | 105.19405 | 2.2432481 | 7.7582402 | 513.35069 | 1221.3426 | 850.0072 | 767.4263 | 1784.17418 | 816.78713 | 26HS |
| 8 | 8 | 9 | 1.0 | 33.16928 | 13.335200 | 31.71603 | 14.648592 | 6.242437 | 2.2755773 | 31.71603 | 14.64859 | -0.8722142 | 6.181202 | 2020-09-30 03:00:00 | 2020-09-30 04:00:00 | 2020-09-30 04:54:10 | 2020-09-29 17:37:29 | 24.446279 | 27.755064 | 3.7998255 | 27.75506 | 3.3716679 | 1.7522928 | 65.18733 | 541.2896 | 326.7750 | 373.8480 | 643.54391 | 476.10227 | 26HS |
| 9 | 9 | 10 | 7.0 | 58.80838 | 10.475791 | 56.62167 | 10.670219 | 21.674121 | 1.5206606 | 396.35169 | 74.69154 | 1.9193647 | 21.588969 | 2020-09-30 19:30:00 | 2020-10-01 02:30:00 | 2020-10-01 04:53:12 | 2020-09-30 17:35:52 | 42.367252 | 44.055733 | 24.2573937 | 308.39013 | 8.3342699 | 22.7807176 | 437.86971 | 2016.4987 | 1270.0855 | 1331.0905 | 5402.50467 | 2970.67348 | 26HS |
| 10 | 10 | 11 | 1.5 | 34.43752 | 15.753038 | 33.23832 | 15.090890 | 10.681243 | 2.5198230 | 49.85748 | 22.63634 | 0.4953949 | 10.669749 | 2020-10-01 21:30:00 | 2020-10-01 23:00:00 | 2020-10-02 04:53:00 | 2020-10-01 17:32:15 | 24.821372 | 23.799505 | 13.4161764 | 35.69926 | 2.7376564 | 13.1338885 | 832.82805 | 1545.4755 | 1191.0610 | 1192.9703 | 1397.83367 | 685.18619 | 26HS |
| 11 | 11 | 12 | 2.0 | 30.13985 | 12.838914 | 34.97254 | 19.986021 | 30.696724 | 5.2308107 | 69.94508 | 39.97204 | 17.9706294 | 24.886649 | 2020-10-02 22:00:00 | 2020-10-03 00:00:00 | 2020-10-03 04:53:49 | 2020-10-02 17:29:49 | 29.537018 | 0.000000 | 29.5370185 | 0.00000 | NA | NA | 655.07844 | 1519.1441 | 960.1921 | 860.9651 | 1654.05146 | 789.98585 | 26HS |
| 12 | 12 | 13 | 12.5 | 41.27070 | 5.672056 | 47.92295 | 7.453933 | 12.239815 | 1.4959794 | 599.03686 | 93.17416 | 7.7536101 | 9.470724 | 2020-10-27 17:00:00 | 2020-10-28 05:30:00 | 2020-10-28 05:19:37 | 2020-10-27 16:57:47 | 41.769203 | 52.223457 | 11.3892241 | 652.79321 | 10.6497886 | 4.0368837 | 202.51010 | 2142.5083 | 1292.6665 | 1287.6847 | 7851.49337 | 3702.53657 | 26HS |
| 13 | 13 | 14 | 12.0 | 44.35932 | 15.404116 | 55.19306 | 13.754062 | 20.642114 | 4.0997116 | 662.31674 | 165.04875 | 13.6305318 | 15.501789 | 2020-10-28 17:30:00 | 2020-10-29 05:30:00 | 2020-10-29 05:22:39 | 2020-10-28 17:12:24 | 35.408606 | 46.140757 | 17.5462718 | 553.68909 | 12.8202468 | 11.9796880 | 384.64443 | 1818.8299 | 1040.6961 | 830.3677 | 4449.55500 | 2264.72563 | 26HS |
| 14 | 14 | 15 | 12.0 | 41.40153 | 12.776006 | 41.96911 | 14.108651 | 8.749411 | 5.6342762 | 503.62927 | 169.30381 | 1.4757404 | 8.624058 | 2020-10-29 17:30:00 | 2020-10-30 05:30:00 | 2020-10-30 05:21:50 | 2020-10-29 17:23:18 | 39.264987 | 42.018904 | 2.8186467 | 504.22685 | 2.7582095 | 0.5805597 | 645.36691 | 3416.9216 | 2190.2800 | 2496.0592 | 10543.40377 | 5256.02852 | 26HS |
| 15 | 15 | 16 | 10.5 | 49.93632 | 14.235096 | 54.49087 | 15.323178 | 27.080750 | 4.5168518 | 572.15410 | 160.89337 | 11.0934706 | 24.704290 | 2020-10-30 18:00:00 | 2020-10-31 04:30:00 | 2020-10-31 05:22:08 | 2020-10-30 17:30:05 | 37.715803 | 45.909781 | 31.3797516 | 482.05270 | 18.1869196 | 25.5719527 | 417.99883 | 3573.4794 | 2435.0022 | 2902.8339 | 9077.41643 | 4384.91392 | 26HS |
| 16 | 16 | 17 | 8.0 | 29.84593 | 12.607196 | 32.80054 | 13.240570 | 14.897625 | 2.3041339 | 262.40430 | 105.92456 | 6.2046972 | 13.544038 | 2020-11-02 19:30:00 | 2020-11-03 03:30:00 | 2020-11-03 05:23:36 | 2020-11-02 17:36:59 | 33.453763 | 36.008410 | 12.6522586 | 288.06728 | 4.6868356 | 11.7521580 | 315.72103 | 3595.6435 | 1368.7433 | 564.5900 | 7044.45501 | 3514.51539 | 26HS |
| 17 | 17 | 18 | 10.5 | 55.83339 | 17.374159 | 56.80418 | 18.796785 | 6.154717 | 1.6038458 | 596.44392 | 197.36624 | 1.2959291 | 6.016736 | 2021-04-04 19:00:00 | 2021-04-05 05:30:00 | 2021-04-05 05:21:27 | 2021-04-04 18:23:34 | 40.793946 | 40.251618 | 8.5085744 | 422.64199 | 0.3533094 | 8.5012358 | 293.51433 | 2634.5002 | 1421.5940 | 1277.2729 | 5432.05089 | 2820.83394 | 26HS |
| 18 | 18 | 19 | 11.0 | 39.25608 | 16.227342 | 47.51058 | 19.182978 | 19.641870 | 4.8476025 | 522.61638 | 211.01275 | 11.5976103 | 15.852398 | 2021-04-05 18:30:00 | 2021-04-06 05:30:00 | 2021-04-06 05:12:07 | 2021-04-05 18:29:03 | 38.213411 | 51.694704 | 18.1790719 | 568.64174 | 14.9198675 | 10.3863471 | 492.91829 | 3724.6037 | 2020.9953 | 1857.0626 | 7873.16386 | 3927.77960 | 26HS |
| 19 | 19 | 20 | 13.5 | 46.33745 | 15.001549 | 69.63609 | 16.937205 | 28.613224 | 3.9403537 | 940.08723 | 228.65226 | 25.2795822 | 13.403706 | 2021-04-06 18:00:00 | 2021-04-07 07:30:00 | 2021-04-07 04:52:23 | 2021-04-06 18:27:55 | 39.664784 | 67.301616 | 30.2635452 | 908.57181 | 28.7667281 | 9.3998681 | 137.20625 | 3513.2854 | 2308.1576 | 2692.3910 | 10733.86277 | 5194.73413 | 26HS |
| 20 | 20 | 21 | 10.5 | 34.98357 | 9.093269 | 38.01874 | 8.527951 | 13.590623 | 3.6916577 | 399.19672 | 89.54348 | 5.3431479 | 12.496231 | 2021-04-07 18:30:00 | 2021-04-08 05:00:00 | 2021-04-08 04:41:07 | 2021-04-07 18:23:15 | 32.879038 | 41.796460 | 13.1206275 | 438.86283 | 10.0255353 | 8.4640125 | 148.76157 | 1622.8113 | 913.7134 | 868.0826 | 8148.23017 | 4347.58972 | 26HS |
| 21 | 21 | 22 | 10.0 | 51.50391 | 17.664230 | 75.56629 | 17.081416 | 30.221659 | 5.6573888 | 755.66285 | 170.81416 | 26.2746795 | 14.932845 | 2021-04-21 18:30:00 | 2021-04-22 04:30:00 | 2021-04-22 04:04:04 | 2021-04-21 18:33:08 | 44.378938 | 68.348751 | 30.8041555 | 683.48751 | 26.7082980 | 15.3480558 | -61.97558 | 3240.2702 | 2059.4978 | 2125.2005 | 13359.12280 | 6100.41251 | 26HS |
| 22 | 22 | 23 | 9.5 | 53.26688 | 17.398287 | 49.03497 | 17.393884 | 11.766234 | 2.9186766 | 465.83219 | 165.24190 | -3.0028410 | 11.376607 | 2021-04-22 18:30:00 | 2021-04-23 04:00:00 | 2021-04-23 03:51:01 | 2021-04-22 18:38:39 | 50.332237 | 38.973753 | 15.4473525 | 370.25065 | -9.9523381 | 11.8140452 | 21.86227 | 2411.6909 | 1074.5335 | 948.4245 | 7983.32058 | 4385.07987 | 26HS |
| 23 | 23 | 24 | 4.0 | 37.56674 | 17.981122 | 36.51395 | 17.138402 | 7.690773 | 4.0110098 | 146.05581 | 68.55361 | -0.2580294 | 7.686444 | 2021-04-23 19:00:00 | 2021-04-23 23:00:00 | 2021-04-24 03:47:44 | 2021-04-23 18:43:28 | 29.203140 | 28.220365 | 11.4761655 | 112.88146 | 1.3335758 | 11.3984187 | 113.87487 | 3281.7947 | 1170.7375 | 697.9754 | 5729.53980 | 2466.99454 | 26HS |
| 24 | 24 | 25 | 1.5 | 35.18480 | 16.612404 | 34.55237 | 17.146072 | 3.918610 | 2.1908423 | 51.82856 | 25.71911 | -0.4160085 | 3.896466 | 2021-04-24 03:30:00 | 2021-04-24 05:00:00 | 2021-04-24 03:46:24 | 2021-04-23 18:47:03 | 34.006954 | 37.046369 | 8.6760039 | 55.56955 | 3.9306629 | 7.7345286 | -14.21649 | 907.7113 | 624.3152 | 801.8829 | 921.92783 | 921.92783 | 26HS |
| 25 | 25 | 26 | 4.0 | 38.81664 | 15.729648 | 37.90035 | 16.162300 | 3.278319 | 1.4480667 | 151.60141 | 64.64920 | -0.7855770 | 3.182804 | 2021-04-24 21:00:00 | 2021-04-25 01:00:00 | 2021-04-25 03:43:32 | 2021-04-24 18:49:47 | 25.746096 | 21.395799 | 4.4903547 | 85.58320 | -4.3213613 | 1.2202960 | 495.29911 | 2367.3459 | 1434.5726 | 1456.5493 | 3753.75959 | 2518.77343 | 26HS |
| 26 | 26 | 27 | 4.5 | 24.74204 | 11.306894 | 23.34843 | 11.824345 | 6.486769 | 1.9673419 | 105.06795 | 53.20955 | -0.5341048 | 6.464743 | 2021-04-25 21:00:00 | 2021-04-26 01:30:00 | 2021-04-26 03:39:44 | 2021-04-25 18:54:21 | 6.108328 | 8.548688 | 5.8193917 | 38.46910 | 4.0727721 | 4.1566630 | 1829.07190 | 3395.3886 | 2583.0125 | 2570.7365 | 2789.38135 | 1023.80084 | 26HS |
| 27 | 27 | 28 | 1.0 | 35.96975 | 18.073235 | 36.44787 | 18.791590 | 2.112522 | 2.1492833 | 36.44787 | 18.79159 | 0.5362060 | 2.043339 | 2021-05-01 18:30:00 | 2021-05-01 19:30:00 | 2021-05-02 03:30:23 | 2021-05-01 19:01:05 | 18.804455 | 19.234573 | 0.5369916 | 19.23457 | 0.4328052 | 0.3178673 | 1878.54269 | 1962.8200 | 1934.7276 | 1962.8200 | 84.27729 | 84.27729 | 26HS |
| 28 | 28 | 29 | 1.5 | 34.85897 | 16.042749 | 33.45574 | 16.402458 | 6.315430 | 3.2035445 | 50.18361 | 24.60369 | -0.8365755 | 6.259776 | 2021-05-08 22:30:00 | 2021-05-09 00:00:00 | 2021-05-09 03:21:15 | 2021-05-08 19:12:10 | 26.610900 | 25.646065 | 3.8336644 | 38.46910 | -0.6964495 | 3.7698728 | 1896.77378 | 2529.5073 | 2172.3491 | 2131.5576 | 1056.59597 | 632.73348 | 26HS |
| 29 | 29 | 30 | 1.0 | 37.82409 | 15.866114 | 37.18734 | 17.159937 | 10.181627 | 3.3185174 | 37.18734 | 17.15994 | 0.7516248 | 10.153846 | 2021-05-10 02:30:00 | 2021-05-10 03:30:00 | 2021-05-10 03:21:45 | 2021-05-09 19:15:35 | 37.767209 | 38.469098 | 8.1555646 | 38.46910 | 1.5599883 | 8.0049779 | 1256.28306 | 1935.9445 | 1489.0692 | 1274.9801 | 698.35840 | 18.69700 | 26HS |
| 30 | 30 | 31 | 1.0 | 32.75175 | 13.849711 | 34.35887 | 16.455170 | 8.538680 | 4.8896547 | 34.35887 | 16.45517 | 2.6305321 | 8.123384 | 2021-05-10 22:00:00 | 2021-05-10 23:00:00 | 2021-05-11 03:21:17 | 2021-05-10 19:19:00 | 21.916812 | 19.234573 | 6.6598896 | 19.23457 | -1.7162768 | 6.4349455 | 1149.83978 | 1347.5789 | 1249.7875 | 1251.9440 | 293.37399 | 197.73909 | 26HS |
| 31 | 31 | 32 | 1.0 | 41.60002 | 15.073314 | 39.55006 | 15.234224 | 3.218772 | 0.4610956 | 39.55006 | 15.23422 | -1.9721119 | 2.543868 | 2021-05-12 20:30:00 | 2021-05-12 21:30:00 | 2021-05-13 03:18:25 | 2021-05-12 19:22:48 | 37.185217 | 33.772434 | 3.6980422 | 33.77243 | -3.3827522 | 1.4941567 | 1565.99822 | 1921.2420 | 1802.8274 | 1921.2420 | 355.24376 | 355.24376 | 26HS |